LLM Ops - AWS Bedrock and AI Cost Control

YOUR AI SPEND IS OUT OF CONTROL. WE FIX THAT.

AWS Bedrock has over 100,000 organizations running production AI workloads. Most of them have no visibility into which model handled which request, what it cost, or whether a cheaper model could have done the same job. When your invoice arrives, the surprise is already too late.

Cloudidr LLM Ops gives your team complete real-time visibility into every dollar your LLMs are consuming across AWS Bedrock and all major providers - then automatically reduces it through intelligent routing and hard budget controls.

AWS BEDROCK - FULL CATALOG SUPPORTED

Cloudidr now fully supports AWS Bedrock with 15 providers and 62 models - the complete Bedrock catalog. Every Bedrock API call is tracked in real time by department, team, and agent - without any changes to your AWS setup, IAM, or billing relationship.

Supported Bedrock providers include Anthropic, Amazon Nova, Meta Llama, Mistral, DeepSeek, Google Gemma, Qwen, NVIDIA Nemotron, OpenAI OSS, MiniMax, Moonshot AI, Cohere, AI21, Writer Palmyra, and Z.AI.

INTELLIGENT MODEL ROUTING - CUT COSTS BY 30-90%

Smart routing automatically picks the cheapest model that can handle the task. Claude Opus gets routed to Haiku for simple prompts. Nova Premier gets routed to Nova Micro for lightweight tasks. Llama 4 Maverick gets routed to Llama 3.1 8B where complexity allows. You define the quality threshold - Cloudidr handles the routing.

HARD BUDGET CONTROLS - NO MORE SURPRISE BILLS

Set budget limits per agent, team, project, or API key. Requests auto-block when budget is reached. Alerts fire at 80% and 90% of budget. No surprises at end of month. Budget enforcement works across all providers simultaneously.

REAL-TIME VISIBILITY ACROSS ALL PROVIDERS

Track LLM costs in real time by agent, team, model, and individual API call. Know which agents are burning budget before your invoice arrives. Unified dashboard covers AWS Bedrock, OpenAI, Anthropic direct API, and Google Gemini in a single view.

ALSO SUPPORTS DIRECT API PROVIDERS

In addition to AWS Bedrock, Cloudidr LLM Ops supports OpenAI GPT models, Anthropic Claude direct API, and Google Gemini - giving you a single cost control layer across every LLM your team uses.

SETUP IN 60 SECONDS - 2 LINES OF CODE

Change one line in your code to point to the Cloudidr proxy endpoint. Your API keys are never stored - they pass through in memory only (1-2 seconds). Overhead is under 40ms. Works with existing workflows, no migration required.

PRICING TIERS

Starter: Free forever - track up to $5K/mo LLM spend, 3 team members, 5 agents, smart routing, 90-day data retention.

Growth: $99/mo - track up to $30K/mo LLM spend, 10 team members, 30 agents, all routing strategies, 1-year data retention, Slack and email support.

Scale: $299/mo - track up to $100K/mo LLM spend, unlimited agents and team size, hosted model access, forecasting, 3-year data retention, priority support with 99.9% SLA.

Enterprise: Custom pricing - unlimited tracked spend, custom ML routing logic, dedicated Customer Success Manager, 99.999% SLA, white-glove onboarding.

WHO THIS IS FOR

Engineering teams building AI agents on AWS Bedrock, CTOs and CFOs at AI-first companies, and any organization running production LLM workloads that receives surprise bills at month end. Especially effective for teams using multiple Bedrock models across different complexity tiers.

SECURITY

API keys are never stored in Cloudidr's database or logs. Keys exist in memory only during the request (typically 1-2 seconds). Even if Cloudidr's database were compromised, attackers would see only token counts and costs - never API keys or prompt content. Prompts and responses are never logged.

ABOUT CLOUDIDR

Cloudidr is an AI infrastructure and cloud resilience company headquartered in San Jose, CA. Our platform covers LLM cost management, DR Compute as a Service, and Cloud FinOps consulting.

Get started free: https://llm-ops.cloudidr.com/signup  Contact: sales@cloudidr.com